Imbalanced volunteer engagement in cultural heritage crowdsourcing: a task-related exploration based on causal inference
作者:
Highlights:
• We examined the problem of imbalanced volunteer engagement (IVE) in cultural heritage crowdsourcing practices.
• We utilized a machine learning-based causal inference approach to investigate the IVE problem in the domain of digital humanities.
• We built a causal graph between task content characteristics and volunteer engagements.
• We suggested three propositions of the role of task characteristics in alleviating IVE.
摘要
•We examined the problem of imbalanced volunteer engagement (IVE) in cultural heritage crowdsourcing practices.•We utilized a machine learning-based causal inference approach to investigate the IVE problem in the domain of digital humanities.•We built a causal graph between task content characteristics and volunteer engagements.•We suggested three propositions of the role of task characteristics in alleviating IVE.
论文关键词:Imbalanced volunteer engagement,Cultural heritage crowdsourcing,Causal inference,Task content characteristics,Digital humanities
论文评审过程:Received 24 January 2022, Revised 8 July 2022, Accepted 10 July 2022, Available online 19 July 2022, Version of Record 19 July 2022.
论文官网地址:https://doi.org/10.1016/j.ipm.2022.103027